{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "import os\n",
    "os.environ[\"CUDA_DEVICE_ORDER\"]=\"PCI_BUS_ID\";\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\" "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Explainable AI in *ktrain*\n",
    "\n",
    "Deep neural networks are sometimes called \"black boxes\", as it is not always clear how such models are using data to make a decision or prediction.  **Explainable AI** (XAI) involves methods and techniques to help understand how an AI model reach particular conclusions.  Although XAI is an [open and actively researched problem](https://www.darpa.mil/program/explainable-artificial-intelligence), there are some existing methods that can be practically applied now.\n",
    "\n",
    "In previous tutorials, we saw that, for both image classification and text classification, we can invoke the `ktrain.get_predictor` function and obtain a `Predictor` object to make predictions on new raw data.  For instance, with text data, one can easily make predictions from the raw and unprocessed text of a document as follows:\n",
    "\n",
    "```\n",
    "predictor = ktrain.get_predictor(learner.model, preproc=preproc)\n",
    "predictor.predict(document_text) \n",
    "```\n",
    "\n",
    "In this notebook, we  show how one can invoke the `explain` method of `Predictor` objects to help understand how those predictions were made.  This is particularly useful in understanding **misclassifications**. We start with image classification."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explaining Image Classification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's begin by using *ktrain* to train an image classifier for a single epoch on the publicly available [Kaggle Dogs vs. Cats dataset](https://www.kaggle.com/c/dogs-vs-cats), as we did in the [tutorial 3 notebook](https://github.com/amaiya/ktrain/blob/master/tutorials/tutorial-03-image-classification.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 23000 images belonging to 2 classes.\n",
      "Found 23000 images belonging to 2 classes.\n",
      "Found 2000 images belonging to 2 classes.\n",
      "The normalization scheme has been changed for use with a pretrained_resnet50 model. If you decide to use a different model, please reload your dataset with a ktrain.vision.data.images_from* function.\n",
      "\n",
      "Is Multi-Label? False\n",
      "pretrained_resnet50 model created.\n",
      "\n",
      "\n",
      "begin training using onecycle policy with max lr of 0.0001...\n",
      "Epoch 1/1\n",
      "359/359 [==============================] - 127s 353ms/step - loss: 0.2548 - acc: 0.9270 - val_loss: 0.0486 - val_acc: 0.9874\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x7f69710eefd0>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# imports\n",
    "import ktrain\n",
    "from ktrain import vision as vis\n",
    "\n",
    "# STEP 1: load data\n",
    "(train_data, val_data, preproc) = vis.images_from_folder(\n",
    "                                              datadir='data/dogscats',\n",
    "                                              data_aug = vis.get_data_aug(horizontal_flip=True),\n",
    "                                              train_test_names=['train', 'valid'], \n",
    "                                              target_size=(224,224), color_mode='rgb')\n",
    "\n",
    "# STEP 2: define model\n",
    "model = vis.image_classifier('pretrained_resnet50', train_data, val_data, freeze_layers=15)\n",
    "learner = ktrain.get_learner(model=model, train_data=train_data, val_data=val_data, \n",
    "                             workers=8, use_multiprocessing=False, batch_size=64)\n",
    "\n",
    "# STEP 3:  train\n",
    "learner.fit_onecycle(1e-4, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `view_top_losses` method in *ktrain* identifies those examples in the validation set that were misclassified and sorts them by loss such that examples at the top of the list are the most severely misclassified.  Let's invoke `view_top_losses` to see the top 3 most misclassified images by our model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learner.view_top_losses(n=1, preproc=preproc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The top most misclassified image depicts both a dog and a cat but is labeled as belonging to only the **cats** category.  Our classifier's prediction for this image is **dogs** probably because it is focusing mostly on the dog in this image.  This can be verified by invoking the `explain` method.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=224x224 at 0x7F69720C8940>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictor = ktrain.get_predictor(learner.model, preproc)\n",
    "predictor.explain('data/dogscats/valid/cats/cat.5583.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `explain` method displays the image and highlights the area on which the classifier focuses to make the prediction.  As expected, our model is focusing on the dog in this picture when predicting the label **dogs**.  In this case, **Explainable AI** was not really necessary to understand why our classifier generated its prediction.  However, such techniques can be helpful in other cases where the decision-making process is not as evident.  \n",
    "\n",
    "Consider this image in the validation set, for example:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f697209d400>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "vis.show_image('data/dogscats/valid/cats/cat.92.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The image (i.e., *cat.92.jpg*) is interesting in that there are no real dogs or cats in the picture.  Nevertheless, the image has a ground truth label of **cats**.  Perhaps this is because there is a stuffed cat in the photo.  There is, however, also a cartoon dog in the background.  \n",
    "\n",
    "Our classifier is understandably confused and placed the picture in the **dogs** category."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['dogs']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictor.predict_filename('data/dogscats/valid/cats/cat.92.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " But, **why** has our classifier predicted **dogs** for this photo?  Is it mistaking the stuffed cat for a dog or is it focusing on the cartoon dog in the background?  We can find the answer by creating a `Predictor` object and invoking the `explain` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGBA size=224x224 at 0x7F693E9A8F98>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predictor.explain('data/dogscats/valid/cats/cat.92.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is clear from the visualization that our classifier is focusing on the *stuffed cat* and mistaking it for a dog.  Moreover, it appears to be particuarly to focused on the ears of the stuffed animal, which do sort of look like dog ears.\n",
    "\n",
    "These visualizations are based on the [Grad-CAM technique](https://arxiv.org/abs/1610.02391) and is supported in *ktrain* via the [eli5](https://github.com/TeamHG-Memex/eli5) library."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explaining Text Classification\n",
    "\n",
    "We can also visualize which words **text classifiers** tend to focus on when making predictions.  As before, let's use *ktrain* to quickly build a text classifier to classify [IMDb movie reivews](https://ai.stanford.edu/~amaas/data/sentiment/) as positive or negative."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Word Counts: 88582\n",
      "Nrows: 25000\n",
      "25000 train sequences\n",
      "Average train sequence length: 231\n",
      "x_train shape: (25000,400)\n",
      "y_train shape: (25000,2)\n",
      "25000 test sequences\n",
      "Average test sequence length: 224\n",
      "x_test shape: (25000,400)\n",
      "y_test shape: (25000,2)\n",
      "\n",
      "\n",
      "begin training using triangular learning rate policy with max lr of 0.005...\n",
      "Train on 25000 samples, validate on 25000 samples\n",
      "Epoch 1/2\n",
      "25000/25000 [==============================] - 9s 357us/step - loss: 0.4473 - acc: 0.7881 - val_loss: 0.3067 - val_acc: 0.8809\n",
      "Epoch 2/2\n",
      "25000/25000 [==============================] - 8s 317us/step - loss: 0.2328 - acc: 0.9122 - val_loss: 0.2794 - val_acc: 0.8890\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x7f693d5d2dd8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# imports\n",
    "import ktrain\n",
    "from ktrain import text\n",
    "\n",
    "# STEP 1: load and preprocess text data\n",
    "(x_train, y_train), (x_test, y_test), preproc = text.texts_from_folder('data/aclImdb', \n",
    "                                                                       max_features=20000, maxlen=400, \n",
    "                                                                       ngram_range=1, \n",
    "                                                                       train_test_names=['train', 'test'],\n",
    "                                                                       classes=['pos', 'neg'])\n",
    "                \n",
    "# STEP 2: define a Keras text classification model\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Dense, Embedding, GlobalAveragePooling1D\n",
    "model = Sequential()\n",
    "model.add(Embedding(20000+1, 50, input_length=400)) # add 1 for padding token\n",
    "model.add(GlobalAveragePooling1D())\n",
    "model.add(Dense(2, activation='softmax'))\n",
    "model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])\n",
    "learner = ktrain.get_learner(model, train_data=(x_train, y_train), val_data=(x_test, y_test))\n",
    "\n",
    "# STEP 3: train\n",
    "learner.autofit(0.005, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we did above, we invoke `view_top_losses` to view the most misclassified review in the validation set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------\n",
      "id:8244 | loss:11.57 | true:neg | pred:pos)\n",
      "\n",
      "is not like mickey rourke ever really disappeared he has had a steady string of appearances before he burst back on the scene he was memorable in domino sin city man on fire once upon a time in mexico and get carter but in his powerful dramatic performance in the wrestler 2008 we see a full blown presentation of the character only hinted at in get carter whenever we get to know him rourke remains a cool but sleazy muscle bound slim ball br br this is an leonard story and production leonard wrote such notable movies as western thriller 3 10 to yuma be cool jackie brown get 52 pick up and joe this means that we get tough guys some good some not so good br br it also means we get tight realistic plots with characters doing what is best for them in each situation weaving complications into violent conclusions is no different tough slim ball killer rourke stalks unhappily married witness lane think history of violence meets no country for old men it is not as intense bloody or gory as those two but it is almost as good if you like those two including david equally wonderful eastern promises you will like also br br director john has not done a lot of movies his last few were enjoyable if not successful proof captain and shakespeare in love br br diana lane hasn't had a powerful movie role since she and richard gere gave incredible performances in unfaithful lately she is charming and appealing in romantic stories such as nights in must love dogs and under the sun here she is right on mark balancing her sexy appeal with reserved tension br br this is a small part for rosario dawson yet dawson does a good job with it you see a lot more of lane including an underwear scene to rival sigourney weaver in aliens and nicole kidman in eyes wide shut br br while you are in the crime drama section also pick up kiss kiss bang bang and gone baby gone and before the devil knows your dead the last has wonderful performances by phillip seymour hoffman ethan hawke marisa tomei and albert finney br br flopped at the box office more is our luck it is certainly worth a 3 4 dollar rental if you like this genre 6 20 2009\n"
     ]
    }
   ],
   "source": [
    "learner.view_top_losses(n=1, preproc=preproc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The review is evidently about a movie starring Mickey Rourke, but it is difficult to follow. This is partly because the text displayed is post-processed in that punctuation and rare words are omitted (including the actual title of the movie!).  Let's use the ID of this document (i.e., id=8244 as shown above) to retrieve the original text and supply that as input to `predictor.explain`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_files\n",
    "test_b = load_files(os.path.join('data/aclImdb',  'test'), shuffle=False, categories=['neg', 'pos'])\n",
    "doc = test_b.data[8244].decode('utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictor = ktrain.get_predictor(learner.model, preproc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**NOTE:** Output of `explain` below does not render correctly through GitHub's notebook viewer (colors are .  View directly through Jupyter notebook for proper display."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
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       "            <b>\n",
       "    \n",
       "        y=pos\n",
       "    \n",
       "</b>\n",
       "\n",
       "    \n",
       "    (probability <b>1.000</b>, score <b>12.473</b>)\n",
       "\n",
       "top features\n",
       "        </p>\n",
       "    \n",
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       "                <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\" title=\"Feature contribution already accounts for the feature value (for linear models, contribution = weight * feature value), and the sum of feature contributions is equal to the score or, for some classifiers, to the probability. Feature values are shown if &quot;show_feature_values&quot; is True.\">\n",
       "                    Contribution<sup>?</sup>\n",
       "                </th>\n",
       "            \n",
       "            <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
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       "        +12.740\n",
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       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        Highlighted in text (sum)\n",
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       "    \n",
       "</tr>\n",
       "        \n",
       "        \n",
       "\n",
       "        \n",
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       "        -0.267\n",
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       "    <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "        &lt;BIAS&gt;\n",
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       "    \n",
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opacity: 0.81\" title=\"0.027\">s</span><span style=\"opacity: 0.80\"> killshot </span><span style=\"background-color: hsl(120, 100.00%, 86.02%); opacity: 0.84\" title=\"0.106\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.52%); opacity: 0.84\" title=\"0.100\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.15%); opacity: 0.85\" title=\"-0.127\">not</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.16%); opacity: 0.82\" title=\"-0.046\">like</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.42%); opacity: 0.84\" title=\"-0.101\">mickey</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.98%); opacity: 0.81\" title=\"0.025\">rourke</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 97.14%); opacity: 0.80\" title=\"-0.011\">ever</span><span style=\"opacity: 0.80\"> really disappeared. </span><span style=\"background-color: hsl(120, 100.00%, 97.88%); opacity: 0.80\" title=\"0.007\">he</span><span style=\"opacity: 0.80\"> has </span><span style=\"background-color: hsl(0, 100.00%, 90.52%); opacity: 0.83\" title=\"-0.061\">had</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.10%); opacity: 0.81\" title=\"0.031\">a</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.40%); opacity: 0.85\" title=\"0.113\">steady</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.93%); opacity: 0.86\" title=\"-0.153\">string</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.21%); opacity: 0.80\" title=\"-0.002\">of</span><span style=\"opacity: 0.80\"> appearances before </span><span style=\"background-color: hsl(120, 100.00%, 97.88%); opacity: 0.80\" title=\"0.007\">he</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.09%); opacity: 0.84\" title=\"0.105\">burst</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.22%); opacity: 0.82\" title=\"0.046\">back</span><span style=\"opacity: 0.80\"> on </span><span style=\"background-color: hsl(120, 100.00%, 93.25%); opacity: 0.82\" title=\"0.037\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.61%); opacity: 0.84\" title=\"0.089\">scene</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 92.88%); opacity: 0.82\" title=\"0.040\">he</span><span style=\"opacity: 0.80\"> was </span><span style=\"background-color: hsl(120, 100.00%, 85.12%); opacity: 0.85\" title=\"0.116\">memorable</span><span style=\"opacity: 0.80\"> in: </span><span style=\"background-color: hsl(120, 100.00%, 95.61%); opacity: 0.81\" title=\"0.020\">domino</span><span style=\"opacity: 0.80\">, sin city, </span><span style=\"background-color: hsl(120, 100.00%, 94.52%); opacity: 0.81\" title=\"0.028\">man</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.52%); 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opacity: 0.91\" title=\"0.251\">powerful</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.07%); opacity: 0.82\" title=\"0.047\">dramatic</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.19%); opacity: 0.83\" title=\"0.064\">performance</span><span style=\"opacity: 0.80\"> in </span><span style=\"background-color: hsl(120, 100.00%, 93.25%); opacity: 0.82\" title=\"0.037\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 90.60%); opacity: 0.83\" title=\"-0.060\">wrestler</span><span style=\"opacity: 0.80\"> (2008), </span><span style=\"background-color: hsl(120, 100.00%, 95.71%); opacity: 0.81\" title=\"0.020\">we</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.88%); opacity: 0.81\" title=\"0.033\">see</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.10%); 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opacity: 0.81\" title=\"0.023\">get</span><span style=\"opacity: 0.80\"> carter. whenever </span><span style=\"background-color: hsl(120, 100.00%, 95.71%); opacity: 0.81\" title=\"0.020\">we</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.20%); opacity: 0.81\" title=\"0.023\">get</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.41%); opacity: 0.81\" title=\"0.015\">to</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.92%); opacity: 0.85\" title=\"0.118\">know</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.30%); opacity: 0.84\" title=\"0.092\">him</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 85.89%); opacity: 0.85\" title=\"0.107\">rourke</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.11%); opacity: 0.84\" title=\"0.094\">remains</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.36%); 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opacity: 0.82\" title=\"-0.037\">leonard</span><span style=\"opacity: 0.80\"> story, </span><span style=\"background-color: hsl(120, 100.00%, 92.97%); opacity: 0.82\" title=\"0.040\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 81.74%); opacity: 0.87\" title=\"-0.155\">production</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 72.70%); opacity: 0.92\" title=\"-0.275\">leonard</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 76.93%); opacity: 0.89\" title=\"-0.216\">wrote</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.36%); opacity: 0.85\" title=\"-0.124\">such</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.42%); opacity: 0.84\" title=\"-0.101\">notable</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.11%); opacity: 0.82\" title=\"0.055\">movies</span><span style=\"opacity: 0.80\"> as taunt western </span><span style=\"background-color: hsl(120, 100.00%, 89.63%); opacity: 0.83\" title=\"0.069\">thriller</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 75.50%); opacity: 0.90\" title=\"-0.236\">3</span><span style=\"opacity: 0.80\">:</span><span style=\"background-color: hsl(120, 100.00%, 88.61%); opacity: 0.83\" title=\"0.079\">10</span><span style=\"opacity: 0.80\"> to yuma, </span><span style=\"background-color: hsl(120, 100.00%, 98.62%); opacity: 0.80\" title=\"0.004\">be</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.55%); opacity: 0.84\" title=\"0.090\">cool</span><span style=\"opacity: 0.80\">, jackie </span><span style=\"background-color: hsl(120, 100.00%, 92.38%); opacity: 0.82\" title=\"0.044\">brown</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 95.20%); opacity: 0.81\" title=\"0.023\">get</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.11%); opacity: 0.80\" title=\"-0.002\">shorty</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 81.09%); opacity: 0.87\" title=\"0.163\">52</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.52%); opacity: 0.82\" title=\"-0.052\">pick</span><span style=\"opacity: 0.80\">-up, </span><span style=\"background-color: hsl(120, 100.00%, 92.97%); opacity: 0.82\" title=\"0.040\">and</span><span style=\"opacity: 0.80\"> joe kidd. </span><span style=\"background-color: hsl(0, 100.00%, 92.86%); opacity: 0.82\" title=\"-0.040\">this</span><span style=\"opacity: 0.80\"> means </span><span style=\"background-color: hsl(120, 100.00%, 91.18%); opacity: 0.82\" title=\"0.055\">that</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.96%); opacity: 0.82\" title=\"0.057\">we</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.20%); opacity: 0.81\" title=\"0.023\">get</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.14%); opacity: 0.85\" title=\"0.127\">tough</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.54%); opacity: 0.83\" title=\"0.080\">guys</span><span style=\"opacity: 0.80\">, some </span><span style=\"background-color: hsl(120, 100.00%, 80.90%); opacity: 0.87\" title=\"0.165\">good</span><span style=\"opacity: 0.80\">, some </span><span style=\"background-color: hsl(0, 100.00%, 84.15%); opacity: 0.85\" title=\"-0.127\">not</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.45%); opacity: 0.82\" title=\"0.052\">so</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.90%); opacity: 0.87\" title=\"0.165\">good</span><span style=\"opacity: 0.80\">.&lt;br /&gt;&lt;br /&gt;</span><span style=\"background-color: hsl(120, 100.00%, 86.02%); opacity: 0.84\" title=\"0.106\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.58%); opacity: 0.83\" title=\"0.069\">also</span><span style=\"opacity: 0.80\"> means </span><span style=\"background-color: hsl(120, 100.00%, 95.71%); opacity: 0.81\" title=\"0.020\">we</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.20%); opacity: 0.81\" title=\"0.023\">get</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 68.22%); opacity: 0.94\" title=\"0.342\">tight</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 70.52%); opacity: 0.93\" title=\"0.307\">realistic</span><span style=\"opacity: 0.80\"> plots </span><span style=\"background-color: hsl(120, 100.00%, 95.90%); opacity: 0.81\" title=\"0.018\">with</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.29%); opacity: 0.82\" title=\"0.054\">characters</span><span style=\"opacity: 0.80\"> doing </span><span style=\"background-color: hsl(120, 100.00%, 87.15%); opacity: 0.84\" title=\"0.094\">what</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 85.73%); opacity: 0.85\" title=\"0.109\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 80.88%); opacity: 0.87\" title=\"0.165\">best</span><span style=\"opacity: 0.80\"> for </span><span style=\"background-color: hsl(120, 100.00%, 96.19%); opacity: 0.81\" title=\"0.017\">them</span><span style=\"opacity: 0.80\"> in </span><span style=\"background-color: hsl(120, 100.00%, 92.31%); opacity: 0.82\" title=\"0.045\">each</span><span style=\"opacity: 0.80\"> situation, weaving </span><span style=\"background-color: hsl(120, 100.00%, 96.16%); opacity: 0.81\" title=\"0.017\">complications</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 96.16%); opacity: 0.81\" title=\"0.017\">into</span><span style=\"opacity: 0.80\"> violent conclusions. killshot </span><span style=\"background-color: hsl(120, 100.00%, 86.52%); opacity: 0.84\" title=\"0.100\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.79%); opacity: 0.89\" title=\"-0.205\">no</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 99.80%); opacity: 0.80\" title=\"0.000\">different</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 89.39%); opacity: 0.83\" title=\"0.071\">tough</span><span style=\"opacity: 0.80\">, slim </span><span style=\"background-color: hsl(0, 100.00%, 92.28%); opacity: 0.82\" title=\"-0.045\">ball</span><span style=\"opacity: 0.80\"> killer </span><span style=\"background-color: hsl(120, 100.00%, 93.51%); opacity: 0.81\" title=\"0.035\">rourke</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 86.66%); opacity: 0.84\" title=\"-0.099\">stalks</span><span style=\"opacity: 0.80\"> unhappily married witness </span><span style=\"background-color: hsl(0, 100.00%, 92.57%); opacity: 0.82\" title=\"-0.043\">lane</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 88.97%); opacity: 0.83\" title=\"0.075\">think</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 83.43%); opacity: 0.86\" title=\"0.135\">history</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.63%); opacity: 0.83\" title=\"0.069\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.21%); opacity: 0.81\" title=\"0.023\">violence</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.43%); opacity: 0.83\" title=\"0.062\">meets</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 77.77%); opacity: 0.89\" title=\"-0.205\">no</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.04%); opacity: 0.82\" title=\"-0.047\">country</span><span style=\"opacity: 0.80\"> for old men. </span><span style=\"background-color: hsl(120, 100.00%, 86.02%); opacity: 0.84\" title=\"0.106\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.52%); opacity: 0.84\" title=\"0.100\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 84.15%); opacity: 0.85\" title=\"-0.127\">not</span><span style=\"opacity: 0.80\"> as </span><span style=\"background-color: hsl(120, 100.00%, 74.86%); opacity: 0.90\" title=\"0.245\">intense</span><span style=\"opacity: 0.80\">, bloody or gory as </span><span style=\"background-color: hsl(120, 100.00%, 82.51%); opacity: 0.86\" title=\"0.146\">those</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.69%); opacity: 0.81\" title=\"0.034\">two</span><span style=\"opacity: 0.80\">, but </span><span style=\"background-color: hsl(120, 100.00%, 86.02%); opacity: 0.84\" title=\"0.106\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.52%); opacity: 0.84\" title=\"0.100\">is</span><span style=\"opacity: 0.80\"> almost as </span><span style=\"background-color: hsl(120, 100.00%, 80.90%); opacity: 0.87\" title=\"0.165\">good</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 88.96%); opacity: 0.83\" title=\"-0.075\">if</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.92%); opacity: 0.83\" title=\"0.076\">you</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.16%); opacity: 0.82\" title=\"-0.046\">like</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.51%); opacity: 0.86\" title=\"0.146\">those</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.69%); opacity: 0.81\" title=\"0.034\">two</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 83.22%); opacity: 0.86\" title=\"0.137\">including</span><span style=\"opacity: 0.80\"> david </span><span style=\"background-color: hsl(120, 100.00%, 90.79%); opacity: 0.82\" title=\"0.058\">croneberg</span><span style=\"opacity: 0.80\">&#x27;s </span><span style=\"background-color: hsl(120, 100.00%, 96.17%); opacity: 0.81\" title=\"0.017\">equally</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 60.57%); opacity: 1.00\" title=\"0.465\">wonderful</span><span style=\"opacity: 0.80\"> eastern </span><span style=\"background-color: hsl(120, 100.00%, 98.01%); opacity: 0.80\" title=\"0.007\">promises</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 76.92%); opacity: 0.89\" title=\"0.216\">you</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.45%); opacity: 0.83\" title=\"0.081\">will</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.16%); opacity: 0.82\" title=\"-0.046\">like</span><span style=\"opacity: 0.80\"> killshot </span><span style=\"background-color: hsl(120, 100.00%, 89.58%); opacity: 0.83\" title=\"0.069\">also</span><span style=\"opacity: 0.80\">.&lt;br /&gt;&lt;br /&gt;</span><span style=\"background-color: hsl(0, 100.00%, 89.61%); opacity: 0.83\" title=\"-0.069\">director</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.95%); opacity: 0.81\" title=\"0.032\">john</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.95%); opacity: 0.81\" title=\"0.032\">madden</span><span style=\"opacity: 0.80\"> has </span><span style=\"background-color: hsl(0, 100.00%, 84.15%); opacity: 0.85\" title=\"-0.127\">not</span><span style=\"opacity: 0.80\"> done </span><span style=\"background-color: hsl(120, 100.00%, 80.11%); opacity: 0.87\" title=\"0.175\">a</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.41%); opacity: 0.88\" title=\"0.197\">lot</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.21%); opacity: 0.80\" title=\"-0.002\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.11%); opacity: 0.82\" title=\"0.055\">movies</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 91.88%); opacity: 0.82\" title=\"0.049\">his</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.51%); opacity: 0.83\" title=\"0.080\">last</span><span style=\"opacity: 0.80\"> few were </span><span style=\"background-color: hsl(120, 100.00%, 73.50%); opacity: 0.91\" title=\"0.264\">enjoyable</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 95.08%); opacity: 0.81\" title=\"-0.024\">if</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.65%); opacity: 0.82\" title=\"-0.042\">not</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 78.07%); opacity: 0.88\" title=\"0.201\">successful</span><span style=\"opacity: 0.80\">: </span><span style=\"background-color: hsl(0, 100.00%, 84.06%); opacity: 0.85\" title=\"-0.128\">proof</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(0, 100.00%, 87.95%); opacity: 0.84\" title=\"-0.086\">captain</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.27%); opacity: 0.84\" title=\"0.103\">corelli</span><span style=\"opacity: 0.80\">&#x27;s mandolin </span><span style=\"background-color: hsl(120, 100.00%, 92.97%); opacity: 0.82\" title=\"0.040\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.22%); opacity: 0.83\" title=\"0.063\">shakespeare</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.22%); opacity: 0.83\" title=\"0.063\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 68.88%); opacity: 0.94\" title=\"0.332\">love</span><span style=\"opacity: 0.80\">.&lt;</span><span style=\"background-color: hsl(120, 100.00%, 87.63%); opacity: 0.84\" title=\"0.089\">br</span><span style=\"opacity: 0.80\"> /&gt;&lt;br /&gt;diana </span><span style=\"background-color: hsl(0, 100.00%, 94.89%); opacity: 0.81\" title=\"-0.025\">lane</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.62%); opacity: 0.83\" title=\"0.060\">hasn</span><span style=\"opacity: 0.80\">&#x27;t </span><span style=\"background-color: hsl(0, 100.00%, 90.52%); opacity: 0.83\" title=\"-0.061\">had</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.10%); opacity: 0.81\" title=\"0.031\">a</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 74.42%); opacity: 0.91\" title=\"0.251\">powerful</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.07%); opacity: 0.82\" title=\"-0.047\">movie</span><span style=\"opacity: 0.80\"> role </span><span style=\"background-color: hsl(120, 100.00%, 89.93%); opacity: 0.83\" title=\"0.066\">since</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.46%); opacity: 0.82\" title=\"0.052\">she</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.97%); opacity: 0.82\" title=\"0.040\">and</span><span style=\"opacity: 0.80\"> richard gere gave </span><span style=\"background-color: hsl(120, 100.00%, 75.67%); opacity: 0.90\" title=\"0.233\">incredible</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 76.08%); opacity: 0.90\" title=\"0.228\">performances</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.25%); opacity: 0.82\" title=\"0.046\">in</span><span style=\"opacity: 0.80\"> unfaithful. lately </span><span style=\"background-color: hsl(120, 100.00%, 91.46%); opacity: 0.82\" title=\"0.052\">she</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.52%); opacity: 0.84\" title=\"0.100\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 89.69%); opacity: 0.83\" title=\"0.068\">charming</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.97%); opacity: 0.82\" title=\"0.040\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.25%); 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opacity: 0.94\" title=\"0.324\">love</span><span style=\"opacity: 0.80\"> dogs, </span><span style=\"background-color: hsl(120, 100.00%, 92.97%); opacity: 0.82\" title=\"0.040\">and</span><span style=\"opacity: 0.80\"> under </span><span style=\"background-color: hsl(120, 100.00%, 93.25%); opacity: 0.82\" title=\"0.037\">the</span><span style=\"opacity: 0.80\"> tuscan </span><span style=\"background-color: hsl(120, 100.00%, 92.61%); opacity: 0.82\" title=\"0.043\">sun</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(0, 100.00%, 97.03%); opacity: 0.80\" title=\"-0.012\">here</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.52%); opacity: 0.83\" title=\"0.080\">she</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.52%); opacity: 0.84\" title=\"0.100\">is</span><span style=\"opacity: 0.80\"> right on mark, </span><span style=\"background-color: hsl(120, 100.00%, 80.89%); 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opacity: 0.83\" title=\"0.074\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 99.21%); opacity: 0.80\" title=\"-0.002\">of</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.57%); opacity: 0.82\" title=\"-0.043\">lane</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 83.22%); opacity: 0.86\" title=\"0.137\">including</span><span style=\"opacity: 0.80\"> an underwear </span><span style=\"background-color: hsl(120, 100.00%, 91.06%); opacity: 0.82\" title=\"0.056\">scene</span><span style=\"opacity: 0.80\"> to rival sigourney weaver in aliens </span><span style=\"background-color: hsl(120, 100.00%, 85.13%); opacity: 0.85\" title=\"0.115\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 76.42%); opacity: 0.89\" title=\"0.223\">nicole</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 74.73%); opacity: 0.90\" title=\"0.246\">kidman</span><span style=\"opacity: 0.80\"> in </span><span style=\"background-color: hsl(120, 100.00%, 92.78%); opacity: 0.82\" title=\"0.041\">eyes</span><span style=\"opacity: 0.80\"> wide shut.&lt;br /&gt;&lt;br /&gt;while </span><span style=\"background-color: hsl(120, 100.00%, 88.92%); opacity: 0.83\" title=\"0.076\">you</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.83%); opacity: 0.82\" title=\"0.058\">are</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.65%); opacity: 0.81\" title=\"0.020\">in</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.25%); opacity: 0.82\" title=\"0.037\">the</span><span style=\"opacity: 0.80\"> crime drama section, </span><span style=\"background-color: hsl(120, 100.00%, 89.58%); opacity: 0.83\" title=\"0.069\">also</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 91.52%); opacity: 0.82\" title=\"-0.052\">pick</span><span style=\"opacity: 0.80\"> up kiss, kiss, bang, bang, </span><span style=\"background-color: hsl(120, 100.00%, 92.97%); opacity: 0.82\" title=\"0.040\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 81.64%); opacity: 0.87\" title=\"0.156\">gone</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.49%); opacity: 0.81\" title=\"0.028\">baby</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 84.01%); opacity: 0.85\" title=\"0.128\">gone</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 86.71%); opacity: 0.84\" title=\"0.098\">and</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.74%); opacity: 0.82\" title=\"0.059\">before</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 93.25%); 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opacity: 0.81\" title=\"0.035\">by</span><span style=\"opacity: 0.80\"> phillip </span><span style=\"background-color: hsl(120, 100.00%, 92.71%); opacity: 0.82\" title=\"0.042\">seymour</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.20%); opacity: 0.82\" title=\"0.046\">hoffman</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 99.08%); opacity: 0.80\" title=\"0.002\">ethan</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 71.83%); opacity: 0.92\" title=\"0.288\">hawke</span><span style=\"opacity: 0.80\">, </span><span style=\"background-color: hsl(120, 100.00%, 74.55%); opacity: 0.90\" title=\"0.249\">marisa</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 95.97%); opacity: 0.81\" title=\"0.018\">tomei</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 92.97%); opacity: 0.82\" title=\"0.040\">and</span><span style=\"opacity: 0.80\"> albert finney.&lt;br /&gt;&lt;</span><span style=\"background-color: hsl(120, 100.00%, 96.64%); opacity: 0.81\" title=\"0.014\">br</span><span style=\"opacity: 0.80\"> /&gt;</span><span style=\"background-color: hsl(120, 100.00%, 96.64%); opacity: 0.81\" title=\"0.014\">killshot</span><span style=\"opacity: 0.80\"> flopped </span><span style=\"background-color: hsl(120, 100.00%, 94.47%); opacity: 0.81\" title=\"0.028\">at</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 90.01%); opacity: 0.83\" title=\"0.065\">the</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 85.37%); opacity: 0.85\" title=\"-0.113\">box</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 87.39%); opacity: 0.84\" title=\"0.091\">office</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 70.93%); opacity: 0.93\" title=\"0.301\">more</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 75.49%); opacity: 0.90\" title=\"0.236\">is</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.62%); opacity: 0.82\" title=\"0.051\">our</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 91.62%); opacity: 0.82\" title=\"0.051\">luck</span><span style=\"opacity: 0.80\">. </span><span style=\"background-color: hsl(120, 100.00%, 86.02%); opacity: 0.84\" title=\"0.106\">it</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 86.52%); opacity: 0.84\" title=\"0.100\">is</span><span style=\"opacity: 0.80\"> certainly </span><span style=\"background-color: hsl(120, 100.00%, 91.89%); opacity: 0.82\" title=\"0.049\">worth</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 94.10%); opacity: 0.81\" title=\"0.031\">a</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 75.50%); opacity: 0.90\" title=\"-0.236\">3</span><span style=\"opacity: 0.80\">-</span><span style=\"background-color: hsl(0, 100.00%, 74.91%); opacity: 0.90\" title=\"-0.244\">4</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 89.54%); opacity: 0.83\" title=\"-0.070\">dollar</span><span style=\"opacity: 0.80\"> rental, </span><span style=\"background-color: hsl(0, 100.00%, 88.96%); opacity: 0.83\" title=\"-0.075\">if</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 88.92%); opacity: 0.83\" title=\"0.076\">you</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.16%); opacity: 0.82\" title=\"-0.046\">like</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(0, 100.00%, 92.86%); opacity: 0.82\" title=\"-0.040\">this</span><span style=\"opacity: 0.80\"> </span><span style=\"background-color: hsl(120, 100.00%, 82.74%); opacity: 0.86\" title=\"0.143\">genre</span><span style=\"opacity: 0.80\">. 6/</span><span style=\"background-color: hsl(120, 100.00%, 94.38%); opacity: 0.81\" title=\"0.029\">20</span><span style=\"opacity: 0.80\">/</span><span style=\"background-color: hsl(120, 100.00%, 94.38%); opacity: 0.81\" title=\"0.029\">2009</span>\n",
       "    </p>\n",
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   "source": [
    "predictor.explain(doc)"
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    "The visualization is generated using a technique called [LIME](https://arxiv.org/abs/1602.04938).  The input is randomly perturbed to examine how the prediction changes.  This is used to infer the relative importance of different words to the final prediction using a linear interpretable model.  The GREEN words contribute to the incorrect classification. The RED (and PINK) words detract from our final prediction. (Shade of color denotes the strength or size of the coefficients in the inferred linear model.)   By examining the GREEN words, we can see that the review is overall positive despite being given a ground truth label of negative.  In fact, the last line recommends this movie as a rental. The review is also odd in that it spends a lot of time praising past performances of the actors in previous movies. The PINK words show us that there is not very much there in terms of negative words that would lead us to conclude that this is a negative review.  For these reasons, we can probably forgive our simple model for misclassifying this particular review as positive, as many humans would probably classify this as positive, as well."
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